Flood prediction using machine learning models: Literature review

A Mosavi, P Ozturk, K Chau - Water, 2018 - mdpi.com
Floods are among the most destructive natural disasters, which are highly complex to model.
The research on the advancement of flood prediction models contributed to risk reduction …

[HTML][HTML] A review of machine learning and deep learning applications in wave energy forecasting and WEC optimization

A Shadmani, MR Nikoo, AH Gandomi, RQ Wang… - Energy Strategy …, 2023 - Elsevier
Ocean energy technologies are in their developmental stages, like other renewable energy
sources. To be useable in the energy market, most components of wave energy devices …

A novel model to predict significant wave height based on long short-term memory network

S Fan, N ** simulation at vertical breakwaters using machine learning algorithms
MA Habib, JJ O'Sullivan, S Abolfathi, M Salauddin - Plos one, 2023 - journals.plos.org
Accurate prediction of wave overtop** at sea defences remains central to the protection of
lives, livelihoods, and infrastructural assets in coastal zones. In addressing the increased …

Multi-step forecasting of ocean wave height using gate recurrent unit networks with multivariate time series

X Li, J Cao, J Guo, C Liu, W Wang, Z Jia, T Su - Ocean Engineering, 2022 - Elsevier
Ocean wave height is an essential parameter for ocean engineering construction, planning
decisions, and coastal hazards assessment. Long-term, accurate, and reliable ocean wave …

Predicting Lake Erie wave heights and periods using XGBoost and LSTM

H Hu, AJ van der Westhuysen, P Chu… - Ocean Modelling, 2021 - Elsevier
Waves in large lakes put coastal communities and vessels under threat, and accurate wave
predictions are needed for early warnings. While physics-based numerical wave models …

Machine learning prediction of wave characteristics: Comparison between semi-empirical approaches and DT model

A Yeganeh-Bakhtiary, H EyvazOghli, N Shabakhty… - Ocean …, 2023 - Elsevier
Prediction of wave characteristics plays a crucial role in design and performance
assessment of various coastal projects. The computational complexity and time-consuming …

Near real-time significant wave height forecasting with hybridized multiple linear regression algorithms

M Ali, R Prasad, Y **ang, RC Deo - Renewable and Sustainable Energy …, 2020 - Elsevier
Globally, major emphasis is currently being put in utilization and optimization of more
sustainable and renewable energy resources, to overcome the future energy demand issues …